TNI Prediction Lab

Multi-agent market research from TradingNInvestment.

Choose SPY, QQQ or IWM in the interactive workspace. JavaScript is required for analysis, charts and voting; the product guide below remains readable without it.

TNI’S FLAGSHIP RESEARCH WORKSPACE

Four agents. One integrated market outlook.

Prediction Lab is TradingNInvestment’s multi-agent market research application. Quantitative model signals, news analysis and risk assessment feed a Decision Agent that brings the evidence together into a BUY, HOLD or SELL research outlook.

Explore SPY, QQQ and IWM, inspect recorded decisions, and compare your view with the community in one workspace. These are model-generated research signals, not instructions to place a trade.

How can I use stock market predictions for tomorrow?

Choose SPY for the S&P 500, QQQ for the Nasdaq 100 or IWM for small caps. Check the timestamp and trading-day horizon beside the decision. A 15-day HOLD, for example, describes the model’s outlook over 15 sessions. It gives you context as you prepare for the next market open.

What could change the stock market forecast tomorrow?

Compare the latest news with the signal timestamp. If earnings or an economic release came later, review the newer evidence and see whether the next recorded decision changes.

How the four-agent workflow works

  1. 01 · Quant Agent

    Evaluates model signals and quantitative evidence. Signed-in users can inspect the model information and historical evaluation available for the selected market.

  2. 02 · News Agent

    Examines news, sentiment and event context to help identify information that may support or conflict with the model outlook.

  3. 03 · Risk Agent

    Assesses model risk and market context, including available trend information. Risk evidence helps explain the conditions and cautions surrounding a signal.

  4. 04 · Decision Agent

    Combines the upstream Quant, News and Risk evidence into an integrated decision and a short explanation. Its public outlook is the starting point for exploring the research.

How to use Prediction Lab

  1. Choose a market. Select SPY (S&P 500), QQQ (Nasdaq 100) or IWM (Russell 2000). The analysis updates on this page.
  2. Read the decision. Review BUY, HOLD or SELL, the explanation, the displayed forecast horizon and the analysis timestamp.
  3. Inspect the record. Explore available market history and recorded decisions. Select chart points, inspect the table or download signal records.
  4. Share your view. Vote for an upward, flat or downward move and compare with community responses. Community votes are opinions, not model validation.
  5. Explore the evidence. Sign in to open detailed Quant, News and Risk analysis and the available member features.

Public and member access

Public: SPY, QQQ and IWM Decision Agent outlooks, their explanations, available recorded signal history and signal CSV downloads, plus community voting and comparison.

Sign-in required: individual-stock analysis, detailed Quant, News and Risk evidence, historical model evaluation and recorded Quant paper-trading performance.

Available records depend on the selected market and service availability. An empty or pending record is shown as such; it is not replaced with an example result.

What do BUY, HOLD and SELL mean?

BUY and SELL express the Decision Agent’s positive or negative directional research outlook for the displayed horizon. HOLD indicates that the workflow is not issuing a BUY or SELL signal. Read the accompanying explanation and risk evidence before interpreting any label.

The horizon belongs to the displayed analysis. Do not treat a signal as an intraday forecast or an executed trade unless the record explicitly identifies it that way.

How are recorded signals and results evaluated?

The signal history keeps the first Decision Agent result generated for a ticker on each Eastern Time calendar day. It displays up to ten actual recorded signals; missing past decisions are not reconstructed.

A direction check uses the first completed adjusted daily close after the recorded day as its reference, then compares the close the specified number of trading bars later. BUY passes on a higher close; SELL passes on a lower close. HOLD and pending records are excluded from the score.

The market-return chart shows adjusted price changes across completed sessions. BUY, HOLD and SELL markers appear where matching recorded decisions exist. Replay is a way to explore history, not a live price feed or simulated profit.

Three different kinds of evidence: recorded signal direction checks, historical model evaluation under Quant Agent, and recorded paper-trading performance. They answer different questions and should not be treated as interchangeable measures of reliability. Paper trades are not real-money execution results.

How current and reliable is the analysis?

Check the analysis timestamp, chart dates and outcome status. Predictions are uncertain; news and market conditions can change after an analysis is generated. Data sources or services may be delayed or unavailable.

Ten signals are not a long-term reliability estimate. Historical tests, directional checks and paper-trading results do not guarantee future performance. Prediction Lab provides educational research, not personalized investment advice or automatic trade execution.